Selected work & ongoing projects

Projects.

Tools, protocols, and experiments across AI security and everyday software. Some are public; others are still taking shape.

01

Agent Identity Auditor (AIA)

Open source

An auditor for local AI agent deployments. Maps trust chains and credential scopes to help identify shared identities, broad permissions, and impersonation risks.

A project by Jeremy McHugh · Omnia Innovations

View source
02

Super AI Markets

Research environment

A public shopping environment for evaluating AI shopping agents and agentic browsers, including how they respond to untrusted content.

A project by Jeremy McHugh · Omnia Innovations

Visit environment
03

Omnia OS

Product

An email client that groups messages by company, isolates unverified senders, and offers focused catch-up and unsubscribe workflows.

A project by Jeremy McHugh · Omnia Innovations

Visit website
04

AI Product DB

Active

A directory for discovering practical AI use cases, comparing products, and keeping track of the tools and options available.

A project by Jeremy McHugh

Explore the directory
05

AI Agent Identification Protocol (AAIP)

Proposed standard

A proposed protocol for agents to identify themselves across HTTP, gRPC, WebSocket, and MCP, supporting traffic management and interoperability.

A project by Jeremy McHugh · Omnia Innovations

View proposal
06

cRASh (C-RAS)

In development

Research into cyber defenses for robotic and autonomous systems, including drones. Exploring how software security can support counter-autonomy applications.

A project by Jeremy McHugh · Omnia Innovations

Work in progress
07

AI Pen Test Browser

In development

A browser extension concept for authorized penetration testing, bringing AI assistance into security assessment workflows.

A project by Jeremy McHugh · Omnia Innovations

Work in progress
08

AI IDE for Exploit Development

In development

An IDE extension concept that brings reverse engineering and debugging tools into a shared workspace for security research.

A project by Jeremy McHugh · Omnia Innovations

Work in progress
09

AI Food Finder

In development

A food discovery application exploring how dietary preferences, nutritional needs, and local availability can inform meal recommendations.

A project by Jeremy McHugh · Omnia Innovations

Work in progress
10

AI Threat Intelligence Tool

In development

A tool for turning security research and reporting into useful threat intelligence for practitioners.

A project by Jeremy McHugh · Omnia Innovations

Work in progress

Interested in the work?

I’m always open to exchanging ideas with other researchers and builders.

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